Data

basic EDA

check wrangling data

check temp dist for in a random day from all year value

##        STATION_NAME
## 1 VANCOUVER INT'L A
## 2  VANCOUVER INTL A

get 90th from the all year for all day value

Plot

EHF plot

##  [1] 2021 2009 1941 1970 1942 1961 1998 1997 1963 1996 2023 2013 1969 2003

plot 90th compare different based year

## plot given year temp dist vs baseline 90th

## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).

plot all year temp in grey vs baseline

## Warning: Removed 300 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).

Analyze the hw

hw dist for certain 1 year

prepare for the data

## # A tibble: 40 × 7
##    Month   Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
##    <int> <int>         <dbl>         <dbl>     <dbl> <lgl>                <dbl>
##  1     1     4          9.61          10.4         4 TRUE                     1
##  2     1     9          9.8           10.5         9 TRUE                     1
##  3     1    10          9.82          11.1        10 TRUE                     2
##  4     1    11         10             10.2        11 TRUE                     3
##  5     1    12         10             11.3        12 TRUE                     4
##  6     3    18         13.2           14          77 TRUE                     1
##  7     3    19         13.3           15.4        78 TRUE                     2
##  8     3    20         13.3           13.7        79 TRUE                     3
##  9     3    21         13.3           16.7        80 TRUE                     4
## 10     3    22         13.3           17.3        81 TRUE                     5
## # ℹ 30 more rows

plot hw analysis for all year

plot overall count of hw through years

plot for heat map

seperate view of the heatmap

examine specific year (grep line vs 90 vs specific year)

according bar

Plot EHF vs Percentile_90 for specific year

1958

2015

2021